Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/mataeil/ooda-loop/ooda-skillnpx skills add mataeil/OODA-loop --skill ooda-skillgit clone --depth 1 https://github.com/mataeil/OODA-loopWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mataeil/ooda-loop/ooda-skill)<a href="https://agentmods.dev/skills/mataeil/ooda-loop/ooda-skill"><img src="https://agentmods.dev/badge/skills/mataeil/ooda-loop/ooda-skill.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00025 | $0.02529 |
| Opus 5 | $0.00013 | $0.01264 |
| Sonnet 5 | $0.00005 | $0.00506 |
| Haiku 4.5 | $0.00003 | $0.00253 |
Grade A, and why
ooda-skill scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 330 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ooda-skill — Domain Skill Wizard
Manages domain skills: create new skills via guided interview, disable or enable domains, and list current domain status. Generates a complete, project- specific SKILL.md by combining user answers with a generator template.
Step 0: HALT Check (Always First)
Read agent/safety/HALT. If the file exists:
[HALT] ooda-skill blocked. Remove agent/safety/HALT to continue. — stop.
If config.json is missing:
config.json not found. Run /ooda-setup first. — stop.
Parse the subcommand from the user's invocation:
create | disable | enable | list
Unknown subcommand → print Usage block and exit.
Subcommand: list
Print a table of all domains from config.domains, sorted by status then name.
Domain Status Skill
──────────────────────────────────────────────────
service_health active /scan-health
ux_evolution available /scan-ux
business_strategy available /scan-market
competitors disabled /scan-competitors
Status values:
active— skill created and configured, evolve will invoke itavailable— domain defined in config, skill not yet createddisabled— domain exists but status set to "disabled"
Footer: Total: {N} domains — {N} active, {N} available, {N} disabled
If config.domains is empty: No domains configured. Run /ooda-setup first.
Subcommand: disable {domain-name}
- Look up
config.domains.{domain-name}. Not found → printDomain not found: {name}and exit. - Already disabled → print
{name} is already disabled.and exit. - Back up
config.jsontoconfig.json.bak. - Set
config.domains.{domain-name}.status = "disabled". - Write and re-parse config.json to confirm valid JSON.
- Print:
{name} disabled. Re-enable with: /ooda-skill enable {name}
Subcommand: enable {domain-name}
- Look up
config.domains.{domain-name}. Not found → printDomain not found: {name}and exit. - Check if a skill file exists at
skills/{name}/SKILL.md.- If yes → restore status to
"active". - If no → restore status to
"available".
- If yes → restore status to
- Back up config.json to config.json.bak.
- Write updated status. Re-parse to confirm valid JSON.
- Print:
If status is "available":{name} enabled (status: {active|available}).Run /ooda-skill create {name} to generate the skill.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 330 lines · 25 tokens per session scan A 59d37810aa94
ooda-skill is a skill published in the GitHub repository mataeil/OODA-loop (5 stars, last pushed 2mo ago), licensed MIT. It adds 25 tokens to every session and 2,529 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
ralplan
Consensus planning entrypoint that auto-gates vague ralph/autopilot/team requests before execution.
paper-illustration
Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says "生成图表", "画架构图", "AI绘图", "paper illustration", "generate diagram", or needs visual figures for papers.
remember
Review reusable project knowledge and decide what belongs in project memory, notepad, or durable docs.
embedding-strategies
Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains.
docx-comment-reply
Reply to comments (批注) in Word .docx/.doc files: extract comment context, draft replies, write threaded replies back, and validate OOXML.
oma-scholar
Scholarly research companion using Knows sidecar spec (.knows.yaml). Generates, validates, reviews, queries, and compares structured research-paper sidecars, and fetches them from knows.academy. Use for academic literature search, survey synthesis, paper authoring assistance, and peer review with token-efficient…